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Segment-Anything-Model

Image Segmentation
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@@ -35,24 +35,24 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | SAMDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 28.971 ms | 4 - 21 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 20.306 ms | 2 - 231 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 16.82 ms | 3 - 163 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 29.1 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 28.998 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 28.935 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 29.074 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | SA8295P ADP | SA8295P | TFLITE | 36.287 ms | 4 - 157 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 32.956 ms | 5 - 224 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11666.822 ms | 123 - 128 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 9304.036 ms | 123 - 1632 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 6695.328 ms | 98 - 1575 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11003.431 ms | 123 - 127 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 10520.745 ms | 123 - 127 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 10821.202 ms | 123 - 127 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 10167.032 ms | 41 - 132 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | SA8295P ADP | SA8295P | TFLITE | 10764.145 ms | 124 - 1646 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13901.352 ms | 132 - 1695 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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@@ -117,8 +117,8 @@ Profiling Results
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  SAMDecoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 29.0
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- Estimated peak memory usage (MB): [4, 21]
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  Total # Ops : 337
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  Compute Unit(s) : NPU (337 ops)
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@@ -126,8 +126,8 @@ Compute Unit(s) : NPU (337 ops)
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  SAMEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 11666.8
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- Estimated peak memory usage (MB): [123, 128]
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  Total # Ops : 818
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  Compute Unit(s) : GPU (36 ops) CPU (782 ops)
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  ```
@@ -148,11 +148,12 @@ in memory using the `jit.trace` and then call the `submit_compile_job` API.
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  import torch
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  import qai_hub as hub
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- from qai_hub_models.models.sam import SAMDecoder,SAMEncoder
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  # Load the model
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- get_sam_decoder()_model = SAMDecoder.from_pretrained()
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- get_sam_encoder()_model = SAMEncoder.from_pretrained()
 
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  # Device
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  device = hub.Device("Samsung Galaxy S23")
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | SAMDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 29.311 ms | 4 - 40 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 20.843 ms | 4 - 119 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 20.649 ms | 3 - 128 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 29.453 ms | 4 - 41 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 29.485 ms | 4 - 36 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | SA8295P ADP | SA8295P | TFLITE | 36.583 ms | 4 - 114 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 29.064 ms | 4 - 37 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 33.135 ms | 4 - 126 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 10369.27 ms | 123 - 126 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 9136.859 ms | 91 - 1603 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 6694.41 ms | 110 - 1589 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 10714.354 ms | 122 - 381 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA7255P ADP | SA7255P | TFLITE | 17192.024 ms | 125 - 1597 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11081.197 ms | 124 - 127 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA8295P ADP | SA8295P | TFLITE | 10359.771 ms | 124 - 1654 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 10872.614 ms | 118 - 125 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA8775P ADP | SA8775P | TFLITE | 13361.634 ms | 124 - 1596 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 16830.94 ms | 82 - 1648 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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  SAMDecoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 29.3
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+ Estimated peak memory usage (MB): [4, 40]
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  Total # Ops : 337
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  Compute Unit(s) : NPU (337 ops)
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  SAMEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 10369.3
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+ Estimated peak memory usage (MB): [123, 126]
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  Total # Ops : 818
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  Compute Unit(s) : GPU (36 ops) CPU (782 ops)
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  ```
 
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  import torch
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  import qai_hub as hub
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+ from qai_hub_models.models.sam import Model
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  # Load the model
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+ model = Model.from_pretrained()
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+ get_sam_decoder()_model = model.get_sam_decoder()
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+ get_sam_encoder()_model = model.get_sam_encoder()
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  # Device
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  device = hub.Device("Samsung Galaxy S23")